[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"branding":3,"analytics":7,"article-a-markdown-standard-lets-robots-flag-their-own-bad-plans":10,"sections":35},{"siteName":4,"siteTagline":5,"publisherName":4,"contactEmail":6},"The Revision","Tech news, decoded.","editor@therevision.news",{"gaMeasurementId":8,"adsenseClientId":9},"G-ZW2MV82GYR","ca-pub-8533917693782264",{"article":11},{"id":12,"slug":13,"title":14,"dek":15,"body_md":16,"tags_json":17,"published_at":18,"created_at":19,"updated_at":20,"status":21,"review_note":22,"review_notes":23,"image_url":22,"persona_id":22,"persona_name":22,"section":24,"tags":25,"sources":30,"feedback":34,"feedback_at":22,"cost_usd":34,"total_tokens":34},10969,"a-markdown-standard-lets-robots-flag-their-own-bad-plans","A Markdown Standard Lets Robots Flag Their Own Bad Plans","Researchers built iAm.md, a Markdown standard letting AI-powered robots verify plans against what they can actually perceive before acting.","A new research framework wants robots to admit when they can't actually do what an AI planner just told them to do.\n\nResearchers published iAm.md, a Markdown-based standard and generation framework for robot \"skill self-assessment,\" detailed in an arXiv paper posted October 9, 2026. The project targets what the authors call \"grounding failures\" - cases where a large language model generates a plausible-sounding robot plan without checking whether the robot and its surroundings can actually support it. iAm.md uses open-vocabulary semantic mapping, combining vision-language object detections and segmentation, to build persistent records of objects in an environment that a robot's planner can reference before acting. The team tested the approach on a simulated TIAGo robot across navigation-and-manipulation tasks.\n\nLLM-driven robot planning has leaned on foundation models to turn plain-language instructions into executable code, but those same models can hallucinate steps that have no basis in what a robot can perceive or physically do. By writing an intermediate, standardized representation that both the planner and the robot can inspect, iAm.md gives the system a structured way to flag \"I can't actually do this\" before committing to a bad plan, rather than relying on the prompt-engineering patches most robotics labs use today.\n\nIt's simulation-only so far, and a markdown file won't stop a robot from misreading a bad segmentation mask - but turning hallucination-checking into a format spec, instead of a vibe, is a sign the field is maturing past \"the LLM said so.\"","[\"robotics\",\"ai agents\",\"foundation models\",\"grounding failures\"]","2026-10-09T04:00:00.000Z","2026-10-09T23:57:06.391Z","2026-10-09T23:57:11.066Z","published",null,[],"ai",[26,27,28,29],"robotics","ai agents","foundation models","grounding failures",[31],{"name":32,"url":33},"arXiv cs.AI","https:\u002F\u002Farxiv.org\u002Fabs\u002F2610.10962",0,{"sections":36},[37,40,44,49,54,58,62,67,72,77,82,87,92,97],{"name":38,"slug":24,"count":39,"latest_published_at":18},"AI",6706,{"name":41,"slug":42,"count":43,"latest_published_at":18},"Security","security",931,{"name":45,"slug":46,"count":47,"latest_published_at":48},"Policy","policy",486,"2026-10-08T22:40:11.000Z",{"name":50,"slug":51,"count":52,"latest_published_at":53},"Deals","deals",474,"2026-10-08T22:00:00.000Z",{"name":55,"slug":56,"count":57,"latest_published_at":18},"Hardware","hardware",231,{"name":59,"slug":60,"count":61,"latest_published_at":18},"Science","science",192,{"name":63,"slug":64,"count":65,"latest_published_at":66},"Consumer Tech","consumer-tech",181,"2026-10-08T23:26:35.000Z",{"name":68,"slug":69,"count":70,"latest_published_at":71},"Startups","startups",117,"2026-10-08T16:45:00.000Z",{"name":73,"slug":74,"count":75,"latest_published_at":76},"Software","software",114,"2026-10-08T17:57:01.000Z",{"name":78,"slug":79,"count":80,"latest_published_at":81},"Dev Tools","dev-tools",105,"2026-10-07T16:59:11.000Z",{"name":83,"slug":84,"count":85,"latest_published_at":86},"General","general",66,"2026-10-09T04:46:11.000Z",{"name":88,"slug":89,"count":90,"latest_published_at":91},"Gaming","gaming",58,"2026-10-08T20:08:45.000Z",{"name":93,"slug":94,"count":95,"latest_published_at":96},"Reviews","reviews",34,"2026-10-08T14:00:22.000Z",{"name":98,"slug":99,"count":100,"latest_published_at":101},"How-To","how-to",8,"2026-10-05T09:00:00.000Z"]